The nature of statistical learning theory
The nature of statistical learning theory
The quark and the jaguar: adventures in the simple and the complex
The quark and the jaguar: adventures in the simple and the complex
Swarm intelligence: from natural to artificial systems
Swarm intelligence: from natural to artificial systems
Strategic negotiation in multiagent environments
Strategic negotiation in multiagent environments
Autonomous agents and multi-agent systems: explorations in learning, self-organization and adaptive computation
Layered Learning in Multiagent Systems: A Winning Approach to Robotic Soccer
Layered Learning in Multiagent Systems: A Winning Approach to Robotic Soccer
Introduction to Reinforcement Learning
Introduction to Reinforcement Learning
Rough-Neuro-Computing: Techniques for Computing with Words
Rough-Neuro-Computing: Techniques for Computing with Words
Autonomous discovery of temporal abstractions from interaction with an environment
Autonomous discovery of temporal abstractions from interaction with an environment
Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
Automated Planning: Theory & Practice
Automated Planning: Theory & Practice
Autonomy Oriented Computing: From Problem Solving to Complex Systems Modeling (Multiagent Systems, Artificial Societies, and Simulated Organizations)
AI Magazine - Special issue on achieving human-level AI through integrated systems and research
Engines of the brain: the computational instruction set of human cognition
AI Magazine - Special issue on achieving human-level AI through integrated systems and research
Cognitive architectures and general intelligent systems
AI Magazine - Special issue on achieving human-level AI through integrated systems and research
A cognitive substrate for achieving human-level intelligence
AI Magazine - Special issue on achieving human-level AI through integrated systems and research
Using 4D/RCS to address AI knowledge integration
AI Magazine - Special issue on achieving human-level AI through integrated systems and research
Companion cognitive systems: a step toward human-level AI
AI Magazine - Special issue on achieving human-level AI through integrated systems and research
AI Magazine - Special issue on achieving human-level AI through integrated systems and research
Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing: 10th International Conference, RSFDGrC 2005, Regina, Canada, August 31 - September 2, 2005, ... / Lecture Notes in Artificial Intelligence)
Knowledge Representation Techniques (Studies in Fuzziness and Soft Computing)
Knowledge Representation Techniques (Studies in Fuzziness and Soft Computing)
Monitoring, Security, and Rescue Techniques in Multiagent Systems (Advances in Soft Computing)
Monitoring, Security, and Rescue Techniques in Multiagent Systems (Advances in Soft Computing)
Hierarchical Neural Networks for Image Interpretation (Lecture Notes in Computer Science)
Hierarchical Neural Networks for Image Interpretation (Lecture Notes in Computer Science)
Fundamenta Informaticae - Contagious Creativity - In Honor of the 80th Birthday of Professor Solomon Marcus
Calculi of Approximation Spaces
Fundamenta Informaticae - SPECIAL ISSUE ON CONCURRENCY SPECIFICATION AND PROGRAMMING (CS&P 2005) Ruciane-Nide, Poland, 28-30 September 2005
Hierarchical reinforcement learning with the MAXQ value function decomposition
Journal of Artificial Intelligence Research
Reinforcement learning: a survey
Journal of Artificial Intelligence Research
A wistech paradigm for intelligent systems
Transactions on rough sets VI
Rough set approach to domain knowledge approximation
RSFDGrC'03 Proceedings of the 9th international conference on Rough sets, fuzzy sets, data mining, and granular computing
Rough sets in perception-based computing
PReMI'05 Proceedings of the First international conference on Pattern Recognition and Machine Intelligence
Automatic planning of treatment of infants with respiratory failure through rough set modeling
RSCTC'06 Proceedings of the 5th international conference on Rough Sets and Current Trends in Computing
Rough set approach to sunspot classification problem
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part II
Behavioral pattern identification through rough set modelling
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part II
Rough sets and vague concept approximation: from sample approximation to adaptive learning
Transactions on Rough Sets V
Approximate boolean reasoning: foundations and applications in data mining
Transactions on Rough Sets V
Formal reasoning with rough sets in multiple-source approximation systems
International Journal of Approximate Reasoning
A study of multiple-source approximation systems
Transactions on rough sets XII
Utilizing BDI Agents and a Topological Theory for Mining Online Social Networks
Fundamenta Informaticae - To Andrzej Skowron on His 70th Birthday
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In modeling multiagent systems for real-life problems, techniques for approximate reasoning about vague concepts and dependencies (ARVCD) are necessary. We discuss an approach to approximate reasoning based on rough sets. In particular, we present a number of basic concepts such as approximation spaces, concept approximation, rough inclusion, construction of information granules in calculi of information granules, and perception logic. The approach to ARVCD is illustrated by examples relative to interactions of agents, ontology approximation, adaptive hierarchical learning of compound concepts and skills, behavioral pattern identification, planning, conflict analysis and negotiations, and perception-based reasoning.